Physionet Data Challenge 2019

Dataset statistics

Number of variables	45
Number of observations	790215
Missing cells	22102799
Missing cells (%)	62.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	271.3 MiB
Average record size in memory	360.0 B

Variable types

Numeric	39
Unsupported	1
Categorical	5

Alerts

`level_1` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `level_1`	High correlation
`level_1` is highly correlated with `ICULOS` and 1 other fields	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `level_1` and 1 other fields	High correlation
`Sepsis` is highly correlated with `Hours`	High correlation
`Hours` is highly correlated with `level_1` and 2 other fields	High correlation
`level_1` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `level_1`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`HR` has 61189 (7.7%) missing values	Missing
`O2Sat` has 95079 (12.0%) missing values	Missing
`Temp` has 523314 (66.2%) missing values	Missing
`SBP` has 120201 (15.2%) missing values	Missing
`MAP` has 80858 (10.2%) missing values	Missing
`DBP` has 380297 (48.1%) missing values	Missing
`Resp` has 77258 (9.8%) missing values	Missing
`EtCO2` has 790215 (100.0%) missing values	Missing
`BaseExcess` has 707834 (89.6%) missing values	Missing
`HCO3` has 726598 (91.9%) missing values	Missing
`FiO2` has 678060 (85.8%) missing values	Missing
`pH` has 699600 (88.5%) missing values	Missing
`PaCO2` has 720927 (91.2%) missing values	Missing
`SaO2` has 751055 (95.0%) missing values	Missing
`AST` has 778395 (98.5%) missing values	Missing
`BUN` has 725739 (91.8%) missing values	Missing
`Alkalinephos` has 778683 (98.5%) missing values	Missing
`Calcium` has 750897 (95.0%) missing values	Missing
`Chloride` has 724438 (91.7%) missing values	Missing
`Creatinine` has 737728 (93.4%) missing values	Missing
`Bilirubin_direct` has 789033 (99.9%) missing values	Missing
`Glucose` has 693559 (87.8%) missing values	Missing
`Lactate` has 763072 (96.6%) missing values	Missing
`Magnesium` has 728734 (92.2%) missing values	Missing
`Phosphate` has 750319 (95.0%) missing values	Missing
`Potassium` has 704379 (89.1%) missing values	Missing
`Bilirubin_total` has 780522 (98.8%) missing values	Missing
`TroponinI` has 789250 (99.9%) missing values	Missing
`Hct` has 697157 (88.2%) missing values	Missing
`Hgb` has 720394 (91.2%) missing values	Missing
`PTT` has 751909 (95.2%) missing values	Missing
`WBC` has 730867 (92.5%) missing values	Missing
`Fibrinogen` has 784185 (99.2%) missing values	Missing
`Platelets` has 738716 (93.5%) missing values	Missing
`Unit1` has 386165 (48.9%) missing values	Missing
`Unit2` has 386165 (48.9%) missing values	Missing
`EtCO2` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`level_1` has 20336 (2.6%) zeros	Zeros
`BaseExcess` has 19355 (2.4%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 18:19:15.205593
Analysis finished	2021-11-29 18:21:09.485959
Duration	1 minute and 54.28 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

Distinct	20336
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10192.65256

Minimum	1
Maximum	20643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1019
Q1	5074
median	10174
Q3	15284
95-th percentile	19325
Maximum	20643
Range	20642
Interquartile range (IQR)	10210

Descriptive statistics

Standard deviation	5893.668065
Coefficient of variation (CV)	0.5782271129
Kurtosis	-1.198551555
Mean	10192.65256
Median Absolute Deviation (MAD)	5107
Skewness	0.002769282249
Sum	8054386946
Variance	34735323.26
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3658	336	< 0.1%
4905	336	< 0.1%
8132	336	< 0.1%
16581	336	< 0.1%
18469	336	< 0.1%
18823	335	< 0.1%
14462	334	< 0.1%
5359	330	< 0.1%
6507	328	< 0.1%
16575	305	< 0.1%
Other values (20326)	786903	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	54	< 0.1%
2	23	< 0.1%
3	48	< 0.1%
4	29	< 0.1%
5	48	< 0.1%
6	17	< 0.1%
7	45	< 0.1%
8	40	< 0.1%
9	258	< 0.1%
10	23	< 0.1%

Value	Count	Frequency (%)
20643	33	< 0.1%
20642	42	< 0.1%
20641	21	< 0.1%
20640	25	< 0.1%
20639	26	< 0.1%
20638	41	< 0.1%
20637	142	< 0.1%
20636	43	< 0.1%
20635	42	< 0.1%
20634	20	< 0.1%

level_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	336
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.33244497

Minimum	0
Maximum	335
Zeros	20336
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	20
Q3	33
95-th percentile	60
Maximum	335
Range	335
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	27.95415975
Coefficient of variation (CV)	1.103492371
Kurtosis	23.91437157
Mean	25.33244497
Median Absolute Deviation (MAD)	12
Skewness	3.999242411
Sum	20018078
Variance	781.4350476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20336	2.6%
1	20336	2.6%
2	20336	2.6%
3	20336	2.6%
4	20336	2.6%
5	20336	2.6%
6	20336	2.6%
7	20336	2.6%
8	20212	2.6%
9	20090	2.5%
Other values (326)	587225	74.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20336	2.6%
1	20336	2.6%
2	20336	2.6%
3	20336	2.6%
4	20336	2.6%
5	20336	2.6%
6	20336	2.6%
7	20336	2.6%
8	20212	2.6%
9	20090	2.5%

Value	Count	Frequency (%)
335	5	< 0.1%
334	6	< 0.1%
333	7	< 0.1%
332	7	< 0.1%
331	7	< 0.1%
330	7	< 0.1%
329	8	< 0.1%
328	8	< 0.1%
327	9	< 0.1%
326	9	< 0.1%

HR
Real number (ℝ_≥0)

MISSING

Distinct	333
Distinct (%)	< 0.1%
Missing	61189
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	84.98526445

Minimum	20
Maximum	280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	20
5-th percentile	60
Q1	73
median	84
Q3	96
95-th percentile	114
Maximum	280
Range	260
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.94043114
Coefficient of variation (CV)	0.1993337463
Kurtosis	0.4346089689
Mean	84.98526445
Median Absolute Deviation (MAD)	11
Skewness	0.4188687253
Sum	61956467.4
Variance	286.9782073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	24652	3.1%
88	18653	2.4%
90	17764	2.2%
84	16391	2.1%
82	16116	2.0%
70	15905	2.0%
87	15698	2.0%
85	15629	2.0%
81	15614	2.0%
86	15224	1.9%
Other values (323)	557380	70.5%
(Missing)	61189	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	12	< 0.1%
21	1	< 0.1%
22	4	< 0.1%
22.5	1	< 0.1%
23	2	< 0.1%
24	1	< 0.1%
25	5	< 0.1%
26	2	< 0.1%
26.5	2	< 0.1%
27	8	< 0.1%

Value	Count	Frequency (%)
280	2	< 0.1%
265	1	< 0.1%
260	1	< 0.1%
223	1	< 0.1%
221	1	< 0.1%
219	1	< 0.1%
216	1	< 0.1%
210	1	< 0.1%
201	1	< 0.1%
200	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

MISSING

Distinct	143
Distinct (%)	< 0.1%
Missing	95079
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.26568772

Minimum	20
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	20
5-th percentile	93
Q1	96
median	98
Q3	99.5
95-th percentile	100
Maximum	100
Range	80
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	2.908793658
Coefficient of variation (CV)	0.02990565045
Kurtosis	66.56344143
Mean	97.26568772
Median Absolute Deviation (MAD)	2
Skewness	-4.570024911
Sum	67612881.1
Variance	8.461080544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	169879	21.5%
98	96045	12.2%
99	91092	11.5%
97	90633	11.5%
96	76519	9.7%
95	56184	7.1%
94	35715	4.5%
93	20942	2.7%
92	11948	1.5%
99.5	6384	0.8%
Other values (133)	39795	5.0%
(Missing)	95079	12.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	2	< 0.1%
21	2	< 0.1%
22	5	< 0.1%
23	2	< 0.1%
24	3	< 0.1%
25	4	< 0.1%
26	4	< 0.1%
27	7	< 0.1%
28	6	< 0.1%
29	3	< 0.1%

Value	Count	Frequency (%)
100	169879	21.5%
99.5	6384	0.8%
99.4	1	< 0.1%
99.2	1	< 0.1%
99	91092	11.5%
98.5	5478	0.7%
98	96045	12.2%
97.5	4996	0.6%
97	90633	11.5%
96.5	4043	0.5%

Temp
Real number (ℝ_≥0)

MISSING

Distinct	597
Distinct (%)	0.2%
Missing	523314
Missing (%)	66.2%
Infinite	0
Infinite (%)	0.0%
Mean	37.02673699

Minimum	20.9
Maximum	42.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	20.9
5-th percentile	35.78
Q1	36.56
median	37.06
Q3	37.55
95-th percentile	38.22
Maximum	42.22
Range	21.32
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	0.7803170183
Coefficient of variation (CV)	0.02107442032
Kurtosis	4.554271772
Mean	37.02673699
Median Absolute Deviation (MAD)	0.5
Skewness	-0.4334477302
Sum	9882473.13
Variance	0.6088946491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	11252	1.4%
37.5	8618	1.1%
36.67	7403	0.9%
36.89	7061	0.9%
37.4	5882	0.7%
37.17	5740	0.7%
37.3	5695	0.7%
37.6	5678	0.7%
36.56	5598	0.7%
36.5	5417	0.7%
Other values (587)	198557	25.1%
(Missing)	523314	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.9	1	< 0.1%
21	1	< 0.1%
23	1	< 0.1%
23.6	1	< 0.1%
26.6	1	< 0.1%
26.67	5	< 0.1%
27.9	1	< 0.1%
28	1	< 0.1%
29.6	1	< 0.1%
29.61	1	< 0.1%

Value	Count	Frequency (%)
42.22	1	< 0.1%
41.97	1	< 0.1%
41.92	1	< 0.1%
41.71	1	< 0.1%
41.64	2	< 0.1%
41.6	1	< 0.1%
41.54	1	< 0.1%
41.44	2	< 0.1%
41.31	1	< 0.1%
41.22	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	762
Distinct (%)	0.1%
Missing	120201
Missing (%)	15.2%
Infinite	0
Infinite (%)	0.0%
Mean	120.9623595

Minimum	22
Maximum	281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	22
5-th percentile	91
Q1	105
median	118.5
Q3	134
95-th percentile	160
Maximum	281
Range	259
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	21.52056743
Coefficient of variation (CV)	0.1779112736
Kurtosis	0.3503594755
Mean	120.9623595
Median Absolute Deviation (MAD)	14.5
Skewness	0.5511779107
Sum	81046474.31
Variance	463.1348226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	12042	1.5%
112	11907	1.5%
114	11790	1.5%
113	11656	1.5%
116	11518	1.5%
111	11485	1.5%
115	11463	1.5%
109	11458	1.4%
120	11381	1.4%
108	11380	1.4%
Other values (752)	553934	70.1%
(Missing)	120201	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
23.5	1	< 0.1%
24	1	< 0.1%
25	1	< 0.1%
26	2	< 0.1%
27	1	< 0.1%
27.5	1	< 0.1%
28	2	< 0.1%
29	2	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
281	1	< 0.1%
274	1	< 0.1%
272.5	1	< 0.1%
272	1	< 0.1%
250	1	< 0.1%
247	1	< 0.1%
246	1	< 0.1%
245	2	< 0.1%
242	1	< 0.1%
241	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	915
Distinct (%)	0.1%
Missing	80858
Missing (%)	10.2%
Infinite	0
Infinite (%)	0.0%
Mean	78.76734527

Minimum	20
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	20
5-th percentile	58
Q1	68
median	77
Q3	87.33
95-th percentile	105
Maximum	300
Range	280
Interquartile range (IQR)	19.33

Descriptive statistics

Standard deviation	15.044038
Coefficient of variation (CV)	0.1909933355
Kurtosis	6.753156317
Mean	78.76734527
Median Absolute Deviation (MAD)	9.17
Skewness	1.127452271
Sum	55874167.74
Variance	226.3230794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	16577	2.1%
73	16395	2.1%
75	16170	2.0%
74	16085	2.0%
71	16000	2.0%
70	15852	2.0%
76	15808	2.0%
78	15573	2.0%
69	15561	2.0%
77	15519	2.0%
Other values (905)	549817	69.6%
(Missing)	80858	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	20	< 0.1%
20.33	1	< 0.1%
20.5	2	< 0.1%
21	11	< 0.1%
21.33	2	< 0.1%
21.5	1	< 0.1%
22	20	< 0.1%
22.5	3	< 0.1%
23	14	< 0.1%
23.33	1	< 0.1%

Value	Count	Frequency (%)
300	2	< 0.1%
298	3	< 0.1%
297	2	< 0.1%
295	4	< 0.1%
294	3	< 0.1%
293	3	< 0.1%
292	1	< 0.1%
291	2	< 0.1%
290	2	< 0.1%
289	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	398
Distinct (%)	0.1%
Missing	380297
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	59.98580936

Minimum	20
Maximum	298
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	20
5-th percentile	42.5
Q1	51
median	58.5
Q3	67
95-th percentile	82
Maximum	298
Range	278
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.57277085
Coefficient of variation (CV)	0.2095957525
Kurtosis	4.520557717
Mean	59.98580936
Median Absolute Deviation (MAD)	7.5
Skewness	1.04032984
Sum	24589263
Variance	158.0745668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	13565	1.7%
56	13440	1.7%
53	13400	1.7%
54	13392	1.7%
57	13209	1.7%
58	13006	1.6%
52	12829	1.6%
59	12755	1.6%
60	12590	1.6%
61	11963	1.5%
Other values (388)	279769	35.4%
(Missing)	380297	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	18	< 0.1%
20.5	3	< 0.1%
21	14	< 0.1%
21.5	1	< 0.1%
22	21	< 0.1%
22.5	3	< 0.1%
23	33	< 0.1%
23.25	1	< 0.1%
23.5	2	< 0.1%
24	26	< 0.1%

Value	Count	Frequency (%)
298	1	< 0.1%
287	1	< 0.1%
272	1	< 0.1%
269	1	< 0.1%
268	1	< 0.1%
267	1	< 0.1%
246	1	< 0.1%
232	1	< 0.1%
222	1	< 0.1%
221	1	< 0.1%

Resp
Real number (ℝ_≥0)

MISSING

Distinct	199
Distinct (%)	< 0.1%
Missing	77258
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	18.77345951

Minimum	1
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	15
median	18
Q3	22
95-th percentile	28
Maximum	69
Range	68
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.395749814
Coefficient of variation (CV)	0.2874137189
Kurtosis	1.934108904
Mean	18.77345951
Median Absolute Deviation (MAD)	3
Skewness	0.8725668118
Sum	13384669.37
Variance	29.11411605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	59163	7.5%
18	57179	7.2%
20	50926	6.4%
14	49161	6.2%
17	47936	6.1%
19	45006	5.7%
15	42786	5.4%
21	37284	4.7%
22	35984	4.6%
12	32012	4.1%
Other values (189)	255520	32.3%
(Missing)	77258	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	19	< 0.1%
2	52	< 0.1%
2.5	1	< 0.1%
3	109	< 0.1%
3.5	4	< 0.1%
3.84	1	< 0.1%
4	166	< 0.1%
4.5	3	< 0.1%
5	247	< 0.1%
5.25	1	< 0.1%

Value	Count	Frequency (%)
69	3	< 0.1%
67	7	< 0.1%
66	2	< 0.1%
65.5	1	< 0.1%
65	6	< 0.1%
64	6	< 0.1%
63	6	< 0.1%
62	3	< 0.1%
61	4	< 0.1%
60	14	< 0.1%

EtCO2
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	790215
Missing (%)	100.0%
Memory size	6.0 MiB

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	110
Distinct (%)	0.1%
Missing	707834
Missing (%)	89.6%
Infinite	0
Infinite (%)	0.0%
Mean	-0.6475370534

Minimum	-32
Maximum	100
Zeros	19355
Zeros (%)	2.4%
Negative	37745
Negative (%)	4.8%
Memory size	6.0 MiB

Quantile statistics

Minimum	-32
5-th percentile	-7
Q1	-3
median	0
Q3	1
95-th percentile	6
Maximum	100
Range	132
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.286641188
Coefficient of variation (CV)	-6.619916443
Kurtosis	7.696001434
Mean	-0.6475370534
Median Absolute Deviation (MAD)	2
Skewness	0.008423884272
Sum	-53344.75
Variance	18.37529267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19355	2.4%
-1	7859	1.0%
-2	6937	0.9%
1	6100	0.8%
-3	5934	0.8%
2	4863	0.6%
-4	4519	0.6%
3	3959	0.5%
-5	3347	0.4%
4	2847	0.4%
Other values (100)	16661	2.1%
(Missing)	707834	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-32	1	< 0.1%
-30	1	< 0.1%
-29	2	< 0.1%
-28	5	< 0.1%
-27	5	< 0.1%
-26.5	2	< 0.1%
-26	5	< 0.1%
-25.5	1	< 0.1%
-25	11	< 0.1%
-24.5	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
49.5	1	< 0.1%
44	1	< 0.1%
36	1	< 0.1%
28	1	< 0.1%
26	3	< 0.1%
25	2	< 0.1%
24	8	< 0.1%
23	4	< 0.1%
22	10	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	74
Distinct (%)	0.1%
Missing	726598
Missing (%)	91.9%
Infinite	0
Infinite (%)	0.0%
Mean	24.09447553

Minimum	0
Maximum	55
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	22
median	24
Q3	27
95-th percentile	31
Maximum	55
Range	55
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.39619219
Coefficient of variation (CV)	0.1824564383
Kurtosis	2.118839042
Mean	24.09447553
Median Absolute Deviation (MAD)	2
Skewness	0.1518748194
Sum	1532818.25
Variance	19.32650577
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	7092	0.9%
25	6978	0.9%
23	6670	0.8%
26	5978	0.8%
22	5536	0.7%
27	4734	0.6%
21	4161	0.5%
28	3418	0.4%
20	3253	0.4%
29	2473	0.3%
Other values (64)	13324	1.7%
(Missing)	726598	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
5	13	< 0.1%
6	22	< 0.1%
7	30	< 0.1%
7.5	1	< 0.1%
8	56	< 0.1%
8.5	1	< 0.1%
9	58	< 0.1%
10	95	< 0.1%
10.5	1	< 0.1%

Value	Count	Frequency (%)
55	2	< 0.1%
53	1	< 0.1%
52	1	< 0.1%
50	4	< 0.1%
49	6	< 0.1%
48	3	< 0.1%
47	9	< 0.1%
46	10	< 0.1%
45	16	< 0.1%
44	25	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	92
Distinct (%)	0.1%
Missing	678060
Missing (%)	85.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.5262479604

Minimum	0
Maximum	10
Zeros	81
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0.35
Q1	0.4
median	0.5
Q3	0.55
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.1858691243
Coefficient of variation (CV)	0.3531968546
Kurtosis	74.55575063
Mean	0.5262479604
Median Absolute Deviation (MAD)	0.1
Skewness	2.952150174
Sum	59021.34
Variance	0.03454733139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	39334	5.0%
0.5	36666	4.6%
1	9439	1.2%
0.6	8346	1.1%
0.7	5543	0.7%
0.35	3342	0.4%
0.8	2344	0.3%
0.3	2309	0.3%
0.45	967	0.1%
0.95	599	0.1%
Other values (82)	3266	0.4%
(Missing)	678060	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81	< 0.1%
0.02	47	< 0.1%
0.03	29	< 0.1%
0.04	70	< 0.1%
0.05	22	< 0.1%
0.06	5	< 0.1%
0.08	3	< 0.1%
0.1	3	< 0.1%
0.11	2	< 0.1%
0.12	2	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
7	1	< 0.1%
1	9439	1.2%
0.99	22	< 0.1%
0.98	36	< 0.1%
0.97	11	< 0.1%
0.96	22	< 0.1%
0.95	599	0.1%
0.94	9	< 0.1%
0.93	12	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	0.1%
Missing	699600
Missing (%)	88.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.380242785

Minimum	6.62
Maximum	7.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	6.62
5-th percentile	7.26
Q1	7.34
median	7.39
Q3	7.43
95-th percentile	7.48
Maximum	7.93
Range	1.31
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.07187695908
Coefficient of variation (CV)	0.009739104955
Kurtosis	3.639116816
Mean	7.380242785
Median Absolute Deviation (MAD)	0.04
Skewness	-0.9050323186
Sum	668760.7
Variance	0.005166297247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	5830	0.7%
7.38	5779	0.7%
7.39	5620	0.7%
7.41	5406	0.7%
7.37	5314	0.7%
7.42	5235	0.7%
7.36	5168	0.7%
7.35	4591	0.6%
7.43	4565	0.6%
7.44	4176	0.5%
Other values (89)	38931	4.9%
(Missing)	699600	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.62	1	< 0.1%
6.63	1	< 0.1%
6.65	1	< 0.1%
6.78	1	< 0.1%
6.79	2	< 0.1%
6.8	1	< 0.1%
6.81	1	< 0.1%
6.82	3	< 0.1%
6.85	3	< 0.1%
6.86	6	< 0.1%

Value	Count	Frequency (%)
7.93	1	< 0.1%
7.8	1	< 0.1%
7.78	1	< 0.1%
7.73	1	< 0.1%
7.72	1	< 0.1%
7.71	1	< 0.1%
7.69	2	< 0.1%
7.68	2	< 0.1%
7.67	2	< 0.1%
7.66	6	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	158
Distinct (%)	0.2%
Missing	720927
Missing (%)	91.2%
Infinite	0
Infinite (%)	0.0%
Mean	41.1661471

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	10
5-th percentile	29
Q1	36
median	40
Q3	45
95-th percentile	57
Maximum	100
Range	90
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	8.996603913
Coefficient of variation (CV)	0.218543744
Kurtosis	5.119448816
Mean	41.1661471
Median Absolute Deviation (MAD)	5
Skewness	1.46888074
Sum	2852320
Variance	80.93888196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	3998	0.5%
38	3973	0.5%
39	3905	0.5%
42	3858	0.5%
37	3723	0.5%
41	3723	0.5%
36	3534	0.4%
43	3217	0.4%
44	3049	0.4%
35	2980	0.4%
Other values (148)	33328	4.2%
(Missing)	720927	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	3	< 0.1%
12	2	< 0.1%
13	3	< 0.1%
14	5	< 0.1%
15	6	< 0.1%
16	15	< 0.1%
16.5	1	< 0.1%
17	16	< 0.1%
18	26	< 0.1%

Value	Count	Frequency (%)
100	12	< 0.1%
99	9	< 0.1%
98	6	< 0.1%
97.5	1	< 0.1%
97	11	< 0.1%
96	5	< 0.1%
95.5	1	< 0.1%
95	7	< 0.1%
94.5	1	< 0.1%
94	18	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	140
Distinct (%)	0.4%
Missing	751055
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.21545582

Minimum	24
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	24
5-th percentile	62
Q1	93
median	97
Q3	98
95-th percentile	99
Maximum	100
Range	76
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.22622975
Coefficient of variation (CV)	0.1340368213
Kurtosis	2.799561703
Mean	91.21545582
Median Absolute Deviation (MAD)	1
Skewness	-1.955553505
Sum	3571997.25
Variance	149.4806939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	10820	1.4%
97	6853	0.9%
96	3870	0.5%
99	3264	0.4%
95	2169	0.3%
94	1430	0.2%
93	801	0.1%
92	479	0.1%
91	329	< 0.1%
67	296	< 0.1%
Other values (130)	8849	1.1%
(Missing)	751055	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	< 0.1%
26	1	< 0.1%
27	2	< 0.1%
28	2	< 0.1%
29	3	< 0.1%
30	5	< 0.1%
31	1	< 0.1%
32	2	< 0.1%
33	1	< 0.1%
33.5	1	< 0.1%

Value	Count	Frequency (%)
100	284	< 0.1%
99.5	5	< 0.1%
99.3	1	< 0.1%
99	3264	0.4%
98.8	1	< 0.1%
98.5	100	< 0.1%
98	10820	1.4%
97.75	2	< 0.1%
97.5	124	< 0.1%
97	6853	0.9%

AST
Real number (ℝ_≥0)

MISSING

Distinct	1523
Distinct (%)	12.9%
Missing	778395
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	356.2075296

Minimum	3
Maximum	9890
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	3
5-th percentile	15
Q1	28
median	57
Q3	180
95-th percentile	1728.15
Maximum	9890
Range	9887
Interquartile range (IQR)	152

Descriptive statistics

Standard deviation	1025.654672
Coefficient of variation (CV)	2.879373923
Kurtosis	32.52747342
Mean	356.2075296
Median Absolute Deviation (MAD)	37
Skewness	5.339066647
Sum	4210373
Variance	1051967.506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	214	< 0.1%
19	211	< 0.1%
18	211	< 0.1%
24	195	< 0.1%
21	188	< 0.1%
20	184	< 0.1%
16	178	< 0.1%
23	177	< 0.1%
22	176	< 0.1%
26	168	< 0.1%
Other values (1513)	9918	1.3%
(Missing)	778395	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
5.5	1	< 0.1%
6	6	< 0.1%
7	9	< 0.1%
8	21	< 0.1%
9	30	< 0.1%
10	57	< 0.1%
11	73	< 0.1%

Value	Count	Frequency (%)
9890	1	< 0.1%
9840	2	< 0.1%
9730	1	< 0.1%
9640	1	< 0.1%
9507	1	< 0.1%
9495	1	< 0.1%
9490	1	< 0.1%
9456	1	< 0.1%
9430	1	< 0.1%
9248	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	214
Distinct (%)	0.3%
Missing	725739
Missing (%)	91.8%
Infinite	0
Infinite (%)	0.0%
Mean	24.34670885

Minimum	1
Maximum	266
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	12
median	18
Q3	29
95-th percentile	66
Maximum	266
Range	265
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	20.15443688
Coefficient of variation (CV)	0.8278094999
Kurtosis	8.287486768
Mean	24.34670885
Median Absolute Deviation (MAD)	7
Skewness	2.455079417
Sum	1569778.4
Variance	406.201326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	3163	0.4%
12	3063	0.4%
13	3052	0.4%
15	3028	0.4%
11	2905	0.4%
16	2704	0.3%
10	2695	0.3%
17	2595	0.3%
9	2343	0.3%
18	2285	0.3%
Other values (204)	36643	4.6%
(Missing)	725739	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	22	< 0.1%
2	88	< 0.1%
2.5	1	< 0.1%
3	272	< 0.1%
4	443	0.1%
5	782	0.1%
6	1151	0.1%
7	1582	0.2%
8	1966	0.2%
8.5	1	< 0.1%

Value	Count	Frequency (%)
266	1	< 0.1%
235	1	< 0.1%
234	1	< 0.1%
232	1	< 0.1%
205	1	< 0.1%
201	1	< 0.1%
195	1	< 0.1%
185	1	< 0.1%
184	4	< 0.1%
181	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	611
Distinct (%)	5.3%
Missing	778683
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	114.2033039

Minimum	7
Maximum	3833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	7
5-th percentile	37
Q1	56
median	78
Q3	119
95-th percentile	300
Maximum	3833
Range	3826
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	147.3628021
Coefficient of variation (CV)	1.290354982
Kurtosis	173.8797785
Mean	114.2033039
Median Absolute Deviation (MAD)	27
Skewness	10.01689255
Sum	1316992.5
Variance	21715.79543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	166	< 0.1%
49	163	< 0.1%
50	151	< 0.1%
52	150	< 0.1%
58	150	< 0.1%
53	148	< 0.1%
54	145	< 0.1%
69	143	< 0.1%
59	142	< 0.1%
47	140	< 0.1%
Other values (601)	10034	1.3%
(Missing)	778683	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	2	< 0.1%
15	2	< 0.1%
16	1	< 0.1%
17	2	< 0.1%
18	6	< 0.1%
19	2	< 0.1%

Value	Count	Frequency (%)
3833	2	< 0.1%
3619	2	< 0.1%
2528	1	< 0.1%
2440	1	< 0.1%
2332	1	< 0.1%
2190	1	< 0.1%
2121	2	< 0.1%
2101	1	< 0.1%
1919	2	< 0.1%
1799	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	135
Distinct (%)	0.3%
Missing	750897
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.316976957

Minimum	1.6
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1.6
5-th percentile	7.1
Q1	7.8
median	8.3
Q3	8.8
95-th percentile	9.5
Maximum	22
Range	20.4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8193044817
Coefficient of variation (CV)	0.09850988958
Kurtosis	11.94484061
Mean	8.316976957
Median Absolute Deviation (MAD)	0.5
Skewness	1.114800945
Sum	327006.9
Variance	0.6712598337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4	2389	0.3%
8.3	2365	0.3%
8.2	2261	0.3%
8.5	2250	0.3%
8.1	2249	0.3%
8.6	2085	0.3%
8	2055	0.3%
7.9	1885	0.2%
8.7	1850	0.2%
7.8	1697	0.2%
Other values (125)	18232	2.3%
(Missing)	750897	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	1	< 0.1%
2.8	2	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.7	1	< 0.1%
3.9	1	< 0.1%
4.2	1	< 0.1%
4.3	3	< 0.1%
4.4	2	< 0.1%
4.5	3	< 0.1%

Value	Count	Frequency (%)
22	1	< 0.1%
21.5	1	< 0.1%
19.6	1	< 0.1%
19.2	1	< 0.1%
18.4	1	< 0.1%
17.5	1	< 0.1%
17	1	< 0.1%
16.6	1	< 0.1%
16.2	1	< 0.1%
15.7	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	99
Distinct (%)	0.2%
Missing	724438
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%
Mean	105.7650623

Minimum	26
Maximum	145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	26
5-th percentile	96
Q1	102
median	106
Q3	109
95-th percentile	115
Maximum	145
Range	119
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.939929059
Coefficient of variation (CV)	0.05616154269
Kurtosis	2.685617615
Mean	105.7650623
Median Absolute Deviation (MAD)	3
Skewness	-0.1311256904
Sum	6956908.5
Variance	35.28275723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	5208	0.7%
107	5060	0.6%
105	4928	0.6%
108	4707	0.6%
104	4586	0.6%
109	4358	0.6%
103	4043	0.5%
110	3532	0.4%
102	3438	0.4%
111	2988	0.4%
Other values (89)	22929	2.9%
(Missing)	724438	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	< 0.1%
38	1	< 0.1%
63	1	< 0.1%
66	2	< 0.1%
67	1	< 0.1%
69	1	< 0.1%
70	3	< 0.1%
73	2	< 0.1%
74	4	< 0.1%
75	3	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
141	1	< 0.1%
140	3	< 0.1%
139	10	< 0.1%
138	6	< 0.1%
137	11	< 0.1%
136	7	< 0.1%
135	10	< 0.1%
134	3	< 0.1%
133	7	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	178
Distinct (%)	0.3%
Missing	737728
Missing (%)	93.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.404382037

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.4
95-th percentile	4.4
Maximum	46.6
Range	46.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	1.527545493
Coefficient of variation (CV)	1.087699395
Kurtosis	36.55568778
Mean	1.404382037
Median Absolute Deviation (MAD)	0.3
Skewness	4.334273262
Sum	73711.8
Variance	2.333395232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	6211	0.8%
0.8	6021	0.8%
0.6	5150	0.7%
0.9	5064	0.6%
1	3855	0.5%
0.5	3530	0.4%
1.1	2935	0.4%
1.2	2244	0.3%
1.3	1802	0.2%
0.4	1524	0.2%
Other values (168)	14151	1.8%
(Missing)	737728	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	30	< 0.1%
0.2	109	< 0.1%
0.3	438	0.1%
0.4	1524	0.2%
0.5	3530	0.4%
0.55	2	< 0.1%
0.6	5150	0.7%
0.65	1	< 0.1%
0.7	6211	0.8%
0.75	2	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
29.1	1	< 0.1%
28	1	< 0.1%
25.1	1	< 0.1%
21.4	1	< 0.1%
19.9	1	< 0.1%
18.8	1	< 0.1%
18.5	1	< 0.1%
17.6	1	< 0.1%
17.3	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	139
Distinct (%)	11.8%
Missing	789033
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.114213198

Minimum	0.1
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.5
median	1.4
Q3	3.7
95-th percentile	12
Maximum	37.5
Range	37.4
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	4.631446576
Coefficient of variation (CV)	1.487196374
Kurtosis	12.20225941
Mean	3.114213198
Median Absolute Deviation (MAD)	1.1
Skewness	3.149536649
Sum	3681
Variance	21.45029739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	75	< 0.1%
0.4	68	< 0.1%
0.3	56	< 0.1%
0.1	56	< 0.1%
0.5	55	< 0.1%
0.7	45	< 0.1%
0.6	42	< 0.1%
0.8	41	< 0.1%
1	38	< 0.1%
0.9	34	< 0.1%
Other values (129)	672	0.1%
(Missing)	789033	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	56	< 0.1%
0.2	75	< 0.1%
0.3	56	< 0.1%
0.4	68	< 0.1%
0.5	55	< 0.1%
0.6	42	< 0.1%
0.7	45	< 0.1%
0.8	41	< 0.1%
0.9	34	< 0.1%
1	38	< 0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
29.1	2	< 0.1%
28	2	< 0.1%
26.4	1	< 0.1%
25.2	1	< 0.1%
22.8	2	< 0.1%
22.5	2	< 0.1%
22.2	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	864
Distinct (%)	0.9%
Missing	693559
Missing (%)	87.8%
Infinite	0
Infinite (%)	0.0%
Mean	133.6092206

Minimum	10
Maximum	988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	10
5-th percentile	79
Q1	104
median	124
Q3	150
95-th percentile	218
Maximum	988
Range	978
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	51.58358027
Coefficient of variation (CV)	0.3860779969
Kurtosis	31.10214074
Mean	133.6092206
Median Absolute Deviation (MAD)	22
Skewness	3.692394293
Sum	12914132.83
Variance	2660.865753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	1329	0.2%
114	1216	0.2%
108	1210	0.2%
116	1203	0.2%
121	1199	0.2%
119	1199	0.2%
113	1194	0.2%
112	1188	0.2%
111	1185	0.1%
117	1182	0.1%
Other values (854)	84551	10.7%
(Missing)	693559	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	1	< 0.1%
14	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	2	< 0.1%
21	2	< 0.1%
22	1	< 0.1%
24	2	< 0.1%
25	3	< 0.1%

Value	Count	Frequency (%)
988	1	< 0.1%
960	1	< 0.1%
952	1	< 0.1%
942	1	< 0.1%
934	1	< 0.1%
929	1	< 0.1%
924	1	< 0.1%
921	1	< 0.1%
914	1	< 0.1%
913	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	351
Distinct (%)	1.3%
Missing	763072
Missing (%)	96.6%
Infinite	0
Infinite (%)	0.0%
Mean	2.469202741

Minimum	0.2
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.2
5-th percentile	0.8
Q1	1.2
median	1.8
Q3	2.8
95-th percentile	6.4
Maximum	31
Range	30.8
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	2.32900126
Coefficient of variation (CV)	0.9432199396
Kurtosis	22.79142022
Mean	2.469202741
Median Absolute Deviation (MAD)	0.7
Skewness	3.937763604
Sum	67021.57
Variance	5.42424687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	1412	0.2%
1	1390	0.2%
1.3	1356	0.2%
1.4	1344	0.2%
1.1	1321	0.2%
0.9	1195	0.2%
1.5	1154	0.1%
1.6	1142	0.1%
1.7	1048	0.1%
1.8	973	0.1%
Other values (341)	14808	1.9%
(Missing)	763072	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.3	13	< 0.1%
0.37	1	< 0.1%
0.4	33	< 0.1%
0.5	69	< 0.1%
0.55	2	< 0.1%
0.6	277	< 0.1%
0.65	3	< 0.1%
0.7	534	0.1%
0.73	1	< 0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
28.9	1	< 0.1%
28.8	1	< 0.1%
27	1	< 0.1%
26.9	2	< 0.1%
26.7	1	< 0.1%
26.6	1	< 0.1%
26	1	< 0.1%
25.9	1	< 0.1%
25.8	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	86
Distinct (%)	0.1%
Missing	728734
Missing (%)	92.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.041003725

Minimum	0.2
Maximum	9.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.2
5-th percentile	1.5
Q1	1.8
median	2
Q3	2.2
95-th percentile	2.7
Maximum	9.7
Range	9.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3900279372
Coefficient of variation (CV)	0.1910961418
Kurtosis	18.673673
Mean	2.041003725
Median Absolute Deviation (MAD)	0.2
Skewness	1.8992782
Sum	125482.95
Variance	0.1521217918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	7834	1.0%
1.9	7463	0.9%
2.1	7304	0.9%
1.8	6511	0.8%
2.2	5783	0.7%
1.7	4746	0.6%
2.3	4397	0.6%
1.6	3207	0.4%
2.4	3154	0.4%
2.5	2103	0.3%
Other values (76)	8979	1.1%
(Missing)	728734	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.7	6	< 0.1%
0.8	8	< 0.1%
0.9	27	< 0.1%
1	91	< 0.1%
1.1	161	< 0.1%
1.14	1	< 0.1%
1.2	336	< 0.1%
1.25	1	< 0.1%
1.3	602	0.1%

Value	Count	Frequency (%)
9.7	1	< 0.1%
9.6	1	< 0.1%
8.9	2	< 0.1%
8.3	1	< 0.1%
8.2	1	< 0.1%
7.6	1	< 0.1%
7.5	1	< 0.1%
7.3	1	< 0.1%
6.7	1	< 0.1%
6.5	5	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	162
Distinct (%)	0.4%
Missing	750319
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.588572789

Minimum	0.2
Maximum	18.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.2
5-th percentile	1.8
Q1	2.7
median	3.4
Q3	4.2
95-th percentile	6.2
Maximum	18.8
Range	18.6
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.445631953
Coefficient of variation (CV)	0.4028431463
Kurtosis	6.270038963
Mean	3.588572789
Median Absolute Deviation (MAD)	0.7
Skewness	1.729356705
Sum	143169.7
Variance	2.089851744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.1	1555	0.2%
3.2	1542	0.2%
2.9	1512	0.2%
3.4	1476	0.2%
3.3	1475	0.2%
3	1452	0.2%
2.8	1416	0.2%
3.5	1376	0.2%
2.7	1376	0.2%
3.6	1345	0.2%
Other values (152)	25371	3.2%
(Missing)	750319	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.3	5	< 0.1%
0.4	5	< 0.1%
0.5	21	< 0.1%
0.6	17	< 0.1%
0.7	39	< 0.1%
0.8	38	< 0.1%
0.9	40	< 0.1%
1	78	< 0.1%
1.1	94	< 0.1%

Value	Count	Frequency (%)
18.8	1	< 0.1%
17.6	1	< 0.1%
16.9	1	< 0.1%
16.5	1	< 0.1%
16.4	1	< 0.1%
15.6	1	< 0.1%
15	1	< 0.1%
14.9	2	< 0.1%
14.7	1	< 0.1%
14.5	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	135
Distinct (%)	0.2%
Missing	704379
Missing (%)	89.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.161507176

Minimum	1
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	3.3
Q1	3.8
median	4.1
Q3	4.5
95-th percentile	5.2
Maximum	27.5
Range	26.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.6327191536
Coefficient of variation (CV)	0.1520408657
Kurtosis	26.46700796
Mean	4.161507176
Median Absolute Deviation (MAD)	0.4
Skewness	1.753757537
Sum	357207.13
Variance	0.4003335273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	6737	0.9%
4.1	6498	0.8%
3.9	6358	0.8%
4.2	6269	0.8%
3.8	6044	0.8%
4.3	5619	0.7%
3.7	5065	0.6%
4.4	4839	0.6%
3.6	4278	0.5%
4.5	4133	0.5%
Other values (125)	29996	3.8%
(Missing)	704379	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.5	1	< 0.1%
1.6	1	< 0.1%
1.8	4	< 0.1%
1.9	8	< 0.1%
2	4	< 0.1%
2.1	11	< 0.1%
2.2	8	< 0.1%
2.3	19	< 0.1%
2.4	30	< 0.1%

Value	Count	Frequency (%)
27.5	1	< 0.1%
13	1	< 0.1%
10	4	< 0.1%
9.9	3	< 0.1%
9.8	3	< 0.1%
9.7	3	< 0.1%
9.5	3	< 0.1%
9.4	2	< 0.1%
9.3	1	< 0.1%
9.2	4	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	341
Distinct (%)	3.5%
Missing	780522
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.694403178

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.5
median	0.9
Q3	2.2
95-th percentile	11.6
Maximum	46.6
Range	46.5
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	5.242802476
Coefficient of variation (CV)	1.945812163
Kurtosis	21.70131202
Mean	2.694403178
Median Absolute Deviation (MAD)	0.5
Skewness	4.275764467
Sum	26116.85
Variance	27.4869778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	812	0.1%
0.5	792	0.1%
0.3	788	0.1%
0.6	677	0.1%
0.7	583	0.1%
0.8	471	0.1%
0.2	464	0.1%
0.9	409	0.1%
1	323	< 0.1%
1.1	277	< 0.1%
Other values (331)	4097	0.5%
(Missing)	780522	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	99	< 0.1%
0.2	464	0.1%
0.3	788	0.1%
0.4	812	0.1%
0.45	1	< 0.1%
0.5	792	0.1%
0.6	677	0.1%
0.7	583	0.1%
0.8	471	0.1%
0.9	409	0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
46.5	1	< 0.1%
45.9	1	< 0.1%
44.9	2	< 0.1%
44.6	1	< 0.1%
44.3	1	< 0.1%
44.1	1	< 0.1%
43.7	1	< 0.1%
43.5	1	< 0.1%
43.2	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	289
Distinct (%)	29.9%
Missing	789250
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%
Mean	9.288186528

Minimum	0.3
Maximum	49.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.3
5-th percentile	0.4
Q1	1
median	4.3
Q3	12.9
95-th percentile	35.98
Maximum	49.3
Range	49
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	11.4128697
Coefficient of variation (CV)	1.228751131
Kurtosis	2.069654048
Mean	9.288186528
Median Absolute Deviation (MAD)	3.7
Skewness	1.648824695
Sum	8963.1
Variance	130.2535947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	46	< 0.1%
0.4	39	< 0.1%
0.5	38	< 0.1%
0.8	37	< 0.1%
0.6	27	< 0.1%
0.7	26	< 0.1%
0.9	21	< 0.1%
1	20	< 0.1%
1.2	17	< 0.1%
1.6	14	< 0.1%
Other values (279)	680	0.1%
(Missing)	789250	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	46	< 0.1%
0.4	39	< 0.1%
0.5	38	< 0.1%
0.6	27	< 0.1%
0.7	26	< 0.1%
0.8	37	< 0.1%
0.9	21	< 0.1%
1	20	< 0.1%
1.1	12	< 0.1%
1.2	17	< 0.1%

Value	Count	Frequency (%)
49.3	1	< 0.1%
49	1	< 0.1%
48.7	1	< 0.1%
48.5	2	< 0.1%
48	2	< 0.1%
47.5	1	< 0.1%
47.1	1	< 0.1%
46.5	1	< 0.1%
46.1	1	< 0.1%
46	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	659
Distinct (%)	0.7%
Missing	697157
Missing (%)	88.2%
Infinite	0
Infinite (%)	0.0%
Mean	30.67489523

Minimum	5.5
Maximum	71.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	5.5
5-th percentile	23.5
Q1	27.4
median	30.2
Q3	33.5
95-th percentile	39.3
Maximum	71.7
Range	66.2
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	4.874651113
Coefficient of variation (CV)	0.1589133745
Kurtosis	1.080934426
Mean	30.67489523
Median Absolute Deviation (MAD)	3
Skewness	0.5377661751
Sum	2854544.4
Variance	23.76222347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1469	0.2%
32	1305	0.2%
30	1296	0.2%
28	1291	0.2%
31	1276	0.2%
26	1038	0.1%
27	1014	0.1%
33	1013	0.1%
34	857	0.1%
29.4	827	0.1%
Other values (649)	81672	10.3%
(Missing)	697157	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.5	1	< 0.1%
7	1	< 0.1%
8.8	1	< 0.1%
9.4	1	< 0.1%
9.7	1	< 0.1%
10	1	< 0.1%
10.3	2	< 0.1%
11	2	< 0.1%
11.5	1	< 0.1%
11.7	1	< 0.1%

Value	Count	Frequency (%)
71.7	1	< 0.1%
69.7	1	< 0.1%
66.4	1	< 0.1%
66.2	2	< 0.1%
64.6	2	< 0.1%
61.8	2	< 0.1%
61.7	1	< 0.1%
61	1	< 0.1%
60.5	1	< 0.1%
60.3	4	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	297
Distinct (%)	0.4%
Missing	720394
Missing (%)	91.2%
Infinite	0
Infinite (%)	0.0%
Mean	10.58202804

Minimum	2.2
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	2.2
5-th percentile	8
Q1	9.4
median	10.4
Q3	11.6
95-th percentile	13.7
Maximum	32
Range	29.8
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.746026695
Coefficient of variation (CV)	0.1649992504
Kurtosis	0.9411009889
Mean	10.58202804
Median Absolute Deviation (MAD)	1.1
Skewness	0.4753156
Sum	738847.78
Variance	3.048609218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	1811	0.2%
10.2	1756	0.2%
10.3	1753	0.2%
10.1	1732	0.2%
10.5	1676	0.2%
9.7	1670	0.2%
9.8	1658	0.2%
10.6	1648	0.2%
10.4	1638	0.2%
9.9	1606	0.2%
Other values (287)	52873	6.7%
(Missing)	720394	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
3.1	1	< 0.1%
3.2	2	< 0.1%
3.3	2	< 0.1%
3.5	1	< 0.1%
4	1	< 0.1%
4.05	1	< 0.1%
4.1	5	< 0.1%
4.2	3	< 0.1%
4.3	4	< 0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
22.1	1	< 0.1%
21.8	1	< 0.1%
20.3	5	< 0.1%
19.6	1	< 0.1%
19.5	4	< 0.1%
19.4	1	< 0.1%
19.3	3	< 0.1%
19.2	1	< 0.1%
19.1	2	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1273
Distinct (%)	3.3%
Missing	751909
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	40.78193651

Minimum	12.5
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	12.5
5-th percentile	23.4
Q1	27.7
median	32.4
Q3	42.9
95-th percentile	90.875
Maximum	150
Range	137.5
Interquartile range (IQR)	15.2

Descriptive statistics

Standard deviation	23.96433342
Coefficient of variation (CV)	0.5876212722
Kurtosis	8.324182405
Mean	40.78193651
Median Absolute Deviation (MAD)	5.9
Skewness	2.756585551
Sum	1562192.86
Variance	574.2892761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	676	0.1%
27.7	274	< 0.1%
29.8	257	< 0.1%
28.5	255	< 0.1%
28.1	249	< 0.1%
28.6	246	< 0.1%
27.6	244	< 0.1%
27.9	243	< 0.1%
28.2	237	< 0.1%
28.8	235	< 0.1%
Other values (1263)	35390	4.5%
(Missing)	751909	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.5	1	< 0.1%
16.6	1	< 0.1%
16.9	1	< 0.1%
17.1	3	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
17.4	1	< 0.1%
17.5	1	< 0.1%
17.9	2	< 0.1%
18.1	3	< 0.1%

Value	Count	Frequency (%)
150	676	0.1%
149.9	1	< 0.1%
149.8	1	< 0.1%
149.3	1	< 0.1%
149	1	< 0.1%
148.9	1	< 0.1%
148.8	2	< 0.1%
148.7	1	< 0.1%
148.5	1	< 0.1%
148.4	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	711
Distinct (%)	1.2%
Missing	730867
Missing (%)	92.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.93660376

Minimum	0.1
Maximum	422.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	4.7
Q1	8
median	10.8
Q3	14.3
95-th percentile	22.1
Maximum	422.9
Range	422.8
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	7.56267892
Coefficient of variation (CV)	0.6335704084
Kurtosis	491.700431
Mean	11.93660376
Median Absolute Deviation (MAD)	3.1
Skewness	13.67031295
Sum	708413.56
Variance	57.19411244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.3	566	0.1%
9.4	566	0.1%
9.2	561	0.1%
10	561	0.1%
11.2	554	0.1%
8.9	554	0.1%
10.2	552	0.1%
9.8	551	0.1%
9.3	551	0.1%
9.7	551	0.1%
Other values (701)	53781	6.8%
(Missing)	730867	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	33	< 0.1%
0.2	26	< 0.1%
0.3	20	< 0.1%
0.4	18	< 0.1%
0.5	17	< 0.1%
0.6	14	< 0.1%
0.7	18	< 0.1%
0.8	5	< 0.1%
0.9	7	< 0.1%
1	13	< 0.1%

Value	Count	Frequency (%)
422.9	1	< 0.1%
375.4	1	< 0.1%
342	1	< 0.1%
322.5	1	< 0.1%
316	1	< 0.1%
242.6	1	< 0.1%
224.9	1	< 0.1%
223	1	< 0.1%
222.8	1	< 0.1%
206.3	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	759
Distinct (%)	12.6%
Missing	784185
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	292.2516418

Minimum	34
Maximum	1760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	34
5-th percentile	114
Q1	184
median	250
Q3	356.75
95-th percentile	621
Maximum	1760
Range	1726
Interquartile range (IQR)	172.75

Descriptive statistics

Standard deviation	158.6320416
Coefficient of variation (CV)	0.5427926449
Kurtosis	4.119087026
Mean	292.2516418
Median Absolute Deviation (MAD)	78
Skewness	1.618485195
Sum	1762277.4
Variance	25164.12463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180	39	< 0.1%
214	37	< 0.1%
202	36	< 0.1%
217	36	< 0.1%
185	36	< 0.1%
197	33	< 0.1%
183	31	< 0.1%
206	30	< 0.1%
233	30	< 0.1%
181	30	< 0.1%
Other values (749)	5692	0.7%
(Missing)	784185	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
35	1	< 0.1%
50	2	< 0.1%
52	1	< 0.1%
52.5	1	< 0.1%
56	2	< 0.1%
58	1	< 0.1%
59	5	< 0.1%
60	2	< 0.1%
61	1	< 0.1%

Value	Count	Frequency (%)
1760	1	< 0.1%
1383	1	< 0.1%
1246	2	< 0.1%
1161	1	< 0.1%
1076	2	< 0.1%
1051	2	< 0.1%
1030	2	< 0.1%
994	1	< 0.1%
979	1	< 0.1%
976	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	898
Distinct (%)	1.7%
Missing	738716
Missing (%)	93.5%
Infinite	0
Infinite (%)	0.0%
Mean	199.6178411

Minimum	5
Maximum	1783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	5
5-th percentile	67.9
Q1	127
median	181
Q3	247
95-th percentile	395
Maximum	1783
Range	1778
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	109.2441461
Coefficient of variation (CV)	0.547266444
Kurtosis	9.324125031
Mean	199.6178411
Median Absolute Deviation (MAD)	59
Skewness	1.969218624
Sum	10280119.2
Variance	11934.28345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	271	< 0.1%
172	271	< 0.1%
156	263	< 0.1%
158	263	< 0.1%
179	263	< 0.1%
195	261	< 0.1%
155	260	< 0.1%
167	258	< 0.1%
187	258	< 0.1%
150	255	< 0.1%
Other values (888)	48876	6.2%
(Missing)	738716	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	7	< 0.1%
6	7	< 0.1%
7	8	< 0.1%
8	6	< 0.1%
9	10	< 0.1%
10	10	< 0.1%
10.25	1	< 0.1%
11	6	< 0.1%
11.5	1	< 0.1%
12	10	< 0.1%

Value	Count	Frequency (%)
1783	1	< 0.1%
1667	1	< 0.1%
1592	1	< 0.1%
1421	1	< 0.1%
1343	1	< 0.1%
1339	1	< 0.1%
1274	2	< 0.1%
1262	1	< 0.1%
1253	1	< 0.1%
1201	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5971
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.01677985

Minimum	18.11
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	18.11
5-th percentile	31.39
Q1	52.74
median	65.25
Q3	75.89
95-th percentile	85.04
Maximum	89
Range	70.89
Interquartile range (IQR)	23.15

Descriptive statistics

Standard deviation	16.13363232
Coefficient of variation (CV)	0.2560212115
Kurtosis	-0.2033869389
Mean	63.01677985
Median Absolute Deviation (MAD)	11.44
Skewness	-0.6192934667
Sum	49796804.69
Variance	260.2940919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.66	712	0.1%
68.17	701	0.1%
70.65	616	0.1%
73.94	610	0.1%
69.58	595	0.1%
56.34	590	0.1%
78.19	580	0.1%
71.37	567	0.1%
79.9	566	0.1%
67	561	0.1%
Other values (5961)	784117	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.11	93	< 0.1%
18.13	21	< 0.1%
18.14	75	< 0.1%
18.15	18	< 0.1%
18.18	36	< 0.1%
18.24	52	< 0.1%
18.32	19	< 0.1%
18.34	48	< 0.1%
18.35	42	< 0.1%
18.36	18	< 0.1%

Value	Count	Frequency (%)
89	56	< 0.1%
88.99	40	< 0.1%
88.98	49	< 0.1%
88.97	144	< 0.1%
88.96	58	< 0.1%
88.95	144	< 0.1%
88.94	65	< 0.1%
88.93	37	< 0.1%
88.92	205	< 0.1%
88.9	169	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

1	456524
0	333691

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	790215
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Most occurring characters

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	790215	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	790215	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	790215	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	456524	57.8%
0	333691	42.2%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	386165
Missing (%)	48.9%
Memory size	6.0 MiB

1.0	204894
0.0	199156

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1212150
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	204894	25.9%
0.0	199156	25.2%
(Missing)	386165	48.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	204894	50.7%
0.0	199156	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	603206	49.8%
.	404050	33.3%
1	204894	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	808100	66.7%
Other Punctuation	404050	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	603206	74.6%
1	204894	25.4%

Other Punctuation

Value	Count	Frequency (%)
.	404050	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1212150	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	603206	49.8%
.	404050	33.3%
1	204894	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1212150	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	603206	49.8%
.	404050	33.3%
1	204894	16.9%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	386165
Missing (%)	48.9%
Memory size	6.0 MiB

0.0	204894
1.0	199156

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1212150
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	204894	25.9%
1.0	199156	25.2%
(Missing)	386165	48.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	204894	50.7%
1.0	199156	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	608944	50.2%
.	404050	33.3%
1	199156	16.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	808100	66.7%
Other Punctuation	404050	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	608944	75.4%
1	199156	24.6%

Other Punctuation

Value	Count	Frequency (%)
.	404050	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1212150	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	608944	50.2%
.	404050	33.3%
1	199156	16.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1212150	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	608944	50.2%
.	404050	33.3%
1	199156	16.4%

HospAdmTime
Real number (ℝ)

Distinct	7152
Distinct (%)	0.9%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-52.02575711

Minimum	-3710.66
Maximum	23.99
Zeros	6308
Zeros (%)	0.8%
Negative	775386
Negative (%)	98.1%
Memory size	6.0 MiB

Quantile statistics

Minimum	-3710.66
5-th percentile	-257.3
Q1	-38.09
median	-2.6
Q3	-0.02
95-th percentile	-0.01
Maximum	23.99
Range	3734.65
Interquartile range (IQR)	38.07

Descriptive statistics

Standard deviation	155.8649365
Coefficient of variation (CV)	-2.99591866
Kurtosis	134.2566449
Mean	-52.02575711
Median Absolute Deviation (MAD)	2.59
Skewness	-9.032119427
Sum	-41111117.45
Variance	24293.87844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	150952	19.1%
-0.03	90240	11.4%
-0.01	44460	5.6%
-0.04	26278	3.3%
-0.05	12180	1.5%
0	6308	0.8%
-0.06	6004	0.8%
-0.07	3096	0.4%
-0.08	1498	0.2%
-0.09	1215	0.2%
Other values (7142)	447976	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3710.66	56	< 0.1%
-3322.9	43	< 0.1%
-3269.1	21	< 0.1%
-3212.56	53	< 0.1%
-3141.55	275	< 0.1%
-2668.77	13	< 0.1%
-2562.53	22	< 0.1%
-2506.69	37	< 0.1%
-2476.58	16	< 0.1%
-2379.76	17	< 0.1%

Value	Count	Frequency (%)
23.99	50	< 0.1%
22.04	28	< 0.1%
20.04	30	< 0.1%
17.34	45	< 0.1%
16.02	17	< 0.1%
14.65	43	< 0.1%
14.21	27	< 0.1%
14	29	< 0.1%
11.94	26	< 0.1%
10.99	42	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	336
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.19851812

Minimum	1
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	11
median	21
Q3	35
95-th percentile	62
Maximum	336
Range	335
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	28.19094028
Coefficient of variation (CV)	1.036488097
Kurtosis	24.46645459
Mean	27.19851812
Median Absolute Deviation (MAD)	11
Skewness	4.044086828
Sum	21492677
Variance	794.729114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	20170	2.6%
9	20142	2.5%
10	20070	2.5%
7	20061	2.5%
11	20001	2.5%
12	19918	2.5%
6	19853	2.5%
13	19824	2.5%
14	19709	2.5%
15	19558	2.5%
Other values (326)	590909	74.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12839	1.6%
2	16227	2.1%
3	17905	2.3%
4	18908	2.4%
5	19484	2.5%
6	19853	2.5%
7	20061	2.5%
8	20170	2.6%
9	20142	2.5%
10	20070	2.5%

Value	Count	Frequency (%)
336	9	< 0.1%
335	9	< 0.1%
334	9	< 0.1%
333	9	< 0.1%
332	9	< 0.1%
331	9	< 0.1%
330	10	< 0.1%
329	10	< 0.1%
328	11	< 0.1%
327	11	< 0.1%

SepsisLabel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0	773079
1	17136

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	790215
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	790215	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	790215	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	790215	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	773079	97.8%
1	17136	2.2%

Sepsis
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0	685251
1	104964

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	790215
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Most occurring characters

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	790215	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	790215	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	790215	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	685251	86.7%
1	104964	13.3%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	228
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.66488994

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.0 MiB

Quantile statistics

Minimum	8
5-th percentile	19
Q1	36
median	44
Q3	53
95-th percentile	132
Maximum	336
Range	328
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	40.95410951
Coefficient of variation (CV)	0.7926874433
Kurtosis	17.2227095
Mean	51.66488994
Median Absolute Deviation (MAD)	8
Skewness	3.825733184
Sum	40826371
Variance	1677.239086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	25935	3.3%
41	25912	3.3%
43	25800	3.3%
46	25760	3.3%
44	25520	3.2%
40	25360	3.2%
36	25200	3.2%
42	25074	3.2%
45	25065	3.2%
38	24928	3.2%
Other values (218)	535661	67.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	992	0.1%
9	1098	0.1%
10	950	0.1%
11	1254	0.2%
12	1452	0.2%
13	1885	0.2%
14	2716	0.3%
15	3465	0.4%
16	4384	0.6%
17	5916	0.7%

Value	Count	Frequency (%)
336	1680	0.2%
335	335	< 0.1%
334	334	< 0.1%
330	330	< 0.1%
328	328	< 0.1%
305	610	0.1%
297	297	< 0.1%
286	286	< 0.1%
279	279	< 0.1%
277	277	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	level_1	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Unit1	Unit2	HospAdmTime	ICULOS	Hours
0	1	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	1	54
1	1	1	97.0	95.0	NaN	98.0	75.33	NaN	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	2	54
2	1	2	89.0	99.0	NaN	122.0	86.00	NaN	22.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	3	54
3	1	3	90.0	95.0	NaN	NaN	NaN	NaN	30.0	NaN	24.0	NaN	NaN	7.36	100.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	4	54
4	1	4	103.0	88.5	NaN	122.0	91.33	NaN	24.5	NaN	NaN	NaN	0.28	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	5	54
5	1	5	110.0	91.0	NaN	NaN	NaN	NaN	22.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	6	54
6	1	6	108.0	92.0	36.11	123.0	77.00	NaN	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	7	54
7	1	7	106.0	90.5	NaN	93.0	76.33	NaN	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	8	54
8	1	8	104.0	95.0	NaN	133.0	88.33	NaN	26.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	9	54
9	1	9	102.0	91.0	NaN	134.0	87.33	NaN	30.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	83.14	NaN	NaN	-0.03	10	54

Last rows

	PatientID	level_1	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
790205	20643	23	86.0	88.0	NaN	132.0	79.0	61.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	26	0	1	33
790206	20643	24	131.0	98.0	NaN	142.0	83.0	65.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	27	1	1	33
790207	20643	25	118.0	98.0	38.11	124.0	81.0	63.0	16.0	NaN	NaN	NaN	0.4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	28	1	1	33
790208	20643	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	29	1	1	33
790209	20643	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	30	1	1	33
790210	20643	28	88.0	98.0	NaN	135.0	81.0	64.0	16.0	NaN	NaN	NaN	0.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	31	1	1	33
790211	20643	29	96.0	98.0	38.72	174.0	97.0	72.0	16.0	NaN	2.0	NaN	NaN	7.48	34.0	97.0	90.0	26.0	107.0	NaN	NaN	2.5	NaN	NaN	NaN	2.2	3.5	3.9	0.9	NaN	27.8	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	32	1	1	33
790212	20643	30	140.0	97.0	NaN	133.0	81.5	62.5	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	33	1	1	33
790213	20643	31	120.0	96.0	NaN	154.0	118.0	105.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	34	1	1	33
790214	20643	32	115.0	95.0	NaN	150.0	117.0	104.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	98.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	62.29	1	NaN	NaN	-0.03	35	1	1	33

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows